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Pardo-Pérez I, Sánchez-Valdeón L, García-Gallego A, Estébanez B, Casado-Verdejo I, Fernández-Fernández JA, Méndez-Martínez C, Bello-Corral L. Regional analysis of APOE polymorphism in Alzheimer's disease in Spain. Sci Rep 2025; 15:14877. [PMID: 40295636 PMCID: PMC12037765 DOI: 10.1038/s41598-025-98323-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2025] [Accepted: 04/10/2025] [Indexed: 04/30/2025] Open
Abstract
Alzheimer's disease (AD) is a progressive neurodegenerative disorder with significant cognitive and functional impacts. Genetic factors, particularly the APOE gene and its allelic variants (ε2, ε3, ε4), play a critical role in AD susceptibility. This study analyzed the allelic frequency and distribution of APOE polymorphisms in three provinces of Castilla y León (León, Soria, Salamanca), Spain, to explore their potential relationship with AD risk. Genotypes were determined using polymerase chain reactions, and statistical analyses revealed significant regional variations. The ε3/ε3 genotype was the most prevalent overall, while the ε3/ε4 genotype predominated in specific areas like Ponferrada. The absence of homozygous ε4 individuals in Soria contrasts sharply with higher frequencies in Salamanca. These differences suggest historical and migratory influences on genetic variability. Identifying regional genetic patterns enhances our understanding of AD risk and supports the development of targeted preventive strategies. Early detection of high-risk alleles could improve patient outcomes, reduce healthcare burdens and inform public health policies.
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Affiliation(s)
| | | | - Ana García-Gallego
- Health Research Nursing Group (GREIS), University of León, Campus Vegazana, 24071, León, Spain
- Department of Economics and Statistics, University of León, 24071, León, Spain
| | - Brisamar Estébanez
- Institute of Biomedicine (IBIOMED), University of León, 24071, León, Spain
| | - Inés Casado-Verdejo
- Health Research Nursing Group (GREIS), University of León, Campus Vegazana, 24071, León, Spain
- Department of Nursing and Physiotherapy, University of León, 24401, Ponferrada, Spain
| | - Jesús Antonio Fernández-Fernández
- Department of Nursing and Physiotherapy, University of León, 24071, León, Spain
- Health Research Nursing Group (GREIS), University of León, Campus Vegazana, 24071, León, Spain
| | - Carlos Méndez-Martínez
- University Hospital of León, 24071, León, Spain
- Health Research Nursing Group (GREIS), University of León, Campus Vegazana, 24071, León, Spain
| | - Laura Bello-Corral
- Department of Nursing and Physiotherapy, University of León, 24401, Ponferrada, Spain
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Guan T, Shang L, Yang P, Tan Z, Liu Y, Dong C, Li X, Hu Z, Su H, Zhang Y. Joint ensemble learning-based risk prediction of Alzheimer's disease among mild cognitive impairment patients. J Prev Alzheimers Dis 2025; 12:100083. [PMID: 39915222 DOI: 10.1016/j.tjpad.2025.100083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 12/26/2024] [Accepted: 01/24/2025] [Indexed: 03/30/2025]
Abstract
OBJECTIVE Due to the recognition for the importance of early intervention in Alzheimer's disease (AD), it is important to focus on prevention and treatment strategies for mild cognitive impairment (MCI). This study aimed to establish a risk prediction model for AD among MCI patients to provide clinical guidance for primary medical institutions. METHODS Data from MCI subjects were obtained from the NACC. Importance ranking and the SHapley Additive exPlanations (SHAP) method for the Random Survival Forest (RSF) and Extreme Gradient Boosting (XGBoost) algorithms in ensemble learning were adopted to select the predictors, and hierarchical clustering analysis was used to mitigate multicollinearity. The RSF, XGBoost and Cox proportional hazard regression (Cox) models were established to predict the risk of AD among MCI patients. Additionally, the effects of the three models were evaluated. RESULTS A total of 3674 subjects with MCI were included. Thirteen predictors were ultimately identified. In the validation set, the concordance indices were 0.781 (RSF), 0.781 (XGBoost), and 0.798 (Cox), and the Integrated Brier Score was 0.087 (Cox). The prediction effects of the XGBoost and RSF models were not better than those of the Cox model. CONCLUSION The ensemble learning method can effectively select predictors of AD risk among MCI subjects. The Cox proportional hazards regression model could be used in primary medical institutions to rapidly screen for the risk of AD among MCI patients once the model is fully clinically validated. The predictors were easy to explain and obtain, and the prediction of AD was accurate.
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Affiliation(s)
- Tianyuan Guan
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Lei Shang
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Peng Yang
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Zhijun Tan
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Yue Liu
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Chunling Dong
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Xueying Li
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Zuxuan Hu
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China
| | - Haixia Su
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China.
| | - Yuhai Zhang
- Department of Health Statistics, School of Public Health, Airforce Medical University, Xian, Shaanxi, China; Ministry of Education Key Lab of Hazard Assessment and Control in Special Operational Environment, Xian, Shaanxi, China.
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Cai Y, Fang L, Li A, Yang J, Zhou X, He Z, Sun P, Wang Q, Guo T. Educational attainment, Aβ, tau, and structural brain reserve in Alzheimer's disease. Alzheimers Dement 2025; 21:e14400. [PMID: 39854134 PMCID: PMC11848334 DOI: 10.1002/alz.14400] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 10/16/2024] [Accepted: 10/21/2024] [Indexed: 01/26/2025]
Abstract
INTRODUCTION Alzheimer's disease (AD) patients with higher educational attainment (EA) often exhibit better cognitive function. However, the relationship among EA status, AD pathology, structural brain reserve, and cognitive decline requires further investigation. METHODS We compared cognitive performance across different amyloid beta (Aβ) positron emission tomography (A ±) statuses and EA levels (High EA/Low EA). We examined the effects of Aβ plaques, tau tangles, and gray matter volume (GMV) on the relationship between EA and domain-specific cognitive decline. RESULTS A+/High-EA individuals exhibited slower cognitive decline in global cognition and language domains than A+/Low-EA individuals. This cognitive benefit was independently and synergistically explained by reduced AD pathology, including lower Aβ and tau burdens, as well as preserved GMV. Additionally, High-EA individuals experienced a median delay of 1.9 years in the onset of significant brain atrophy among A+ individuals. DISCUSSION These findings highlight the independent and synergistic contributions of EA-associated AD pathology and GMV alterations to longitudinal cognitive decline. HIGHLIGHTS Alzheimer's disease (AD) individuals with high educational attainment (EA) show slower declines in global cognition and language. EA-related slower cognitive decline is linked to reduced tau and greater gray matter volume in AD. AD individuals with high EA show a median 1.9 year delayed onset of brain atrophy.
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Affiliation(s)
- Yue Cai
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
| | - Lili Fang
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
| | - Anqi Li
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
- Division of Life ScienceThe Hong Kong University of Science and TechnologyHKSARChina
| | - Jie Yang
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
- Department of NeurologyXuanwu Hospital of Capital Medical UniversityBeijingChina
| | - Xin Zhou
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
- School of Biomedical EngineeringHainan UniversityHaikouChina
| | - Zhengbo He
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
- School of Life Science and TechnologyHarbin Institute of TechnologyHarbinChina
| | - Pan Sun
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
| | - Qingyong Wang
- Department of NeurologyShenzhen Guangming District People's HospitalShenzhenChina
| | - Tengfei Guo
- Institute of Neurological and Psychiatric DisordersShenzhen Bay LaboratoryShenzhenChina
- Institute of Biomedical EngineeringShenzhen Bay LaboratoryShenzhenChina
- Institute of Biomedical EngineeringPeking University Shenzhen Graduate SchoolShenzhenChina
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Son HJ, Kim JS, Bateman RJ, Kim S, Llibre-Guerra JJ, Day GS, Chhatwal JP, Berman SB, Schofield PR, Jucker M, Levin J, Lee JH, Perrin RJ, Morris JC, Cruchaga C, Hassenstab J, Salloway SP, Lee JH, Daniels A. Association of Resilience-Related Life Experiences on Variability on Age of Onset in Dominantly Inherited Alzheimer Disease. Neurology 2024; 103:e209766. [PMID: 39270149 PMCID: PMC11399067 DOI: 10.1212/wnl.0000000000209766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 06/25/2024] [Indexed: 09/15/2024] Open
Abstract
BACKGROUND AND OBJECTIVES It remains unknown whether the associations between protective lifestyles and sporadic dementia risk reported in observational studies also affect age at symptom onset (AAO) in autosomal dominant Alzheimer disease (ADAD) with predominant genetic influences. We investigated the associations between resilience-related life experiences and interindividual AAO variability in ADAD. METHODS We performed a longitudinal and confirmatory analysis of the Dominantly Inherited Alzheimer Network prospective observational cohort (January 2009-June 2018, follow-up duration 2.13 ± 2.22 years), involving clinical, CSF, and lifestyle/behavioral assessments. We performed a 2-pronged comprehensive resilience assessment in each cohort. Cohort 1, incorporating the general resilience definition (cognitive maintenance [Clinical Dementia Rating = 0] despite high pathology), included carriers during the periods of significant CSFp-tau181 variability and grouped into resilience/resistance outcome bins according to the dichotomous pathologic and cognitive statuses, subcategorized by the estimated years from expected symptom onset (EYO). Cohort 2, focused on ADAD-specific genetically determined time frame characterizing the onset predictability, included asymptomatic participants with available preclinical lifestyle data and AAO outcomes and grouped into delayed or earlier AAO relative to the parental AAO. Associations of cognitive, CSFp-tau181, and lifestyle/behavioral predictors with binary outcomes were investigated using logistic regression. RESULTS Of 320 carriers (age 38.19 ± 10.94 years, female 56.25%), cohort 1 included 218 participants (39.00 ± 9.37 years, 57.34%) and cohort 2 included 28 participants (43.34 ± 7.40 years, 71.43%). In cohort 1, 218 carriers after -20 EYO, when the interindividual variability (SD) of CSFp-tau181 first became more than twice greater in carriers than in noncarriers, were grouped into low-risk control (asymptomatic, low pathology, n = 103), high-resilience (asymptomatic despite high pathology, n = 60), low-resilience (symptomatic despite low pathology, n = 15), and susceptible control (symptomatic, high pathology, n = 40) groups. Multivariable predictors of high resilience, controlling for age and depression, included higher conscientiousness (odds ratio 1.051 [95% CI 1.016-1.086], p = 0.004), openness to experience (1.068 [1.005-1.135], p = 0.03) (vs. susceptible controls), and agreeableness (1.082 [1.015-1.153], p = 0.02) (vs. low resilience). From 1 to 3 years before parental AAO (cohort 2), the multivariable predictor of delayed AAO, controlling for CSFp-tau181, was higher conscientiousness (0.916 [0.845-0.994], p = 0.036). DISCUSSION Among the cognitively and socially integrated life experiences associated with resilience, measures of conscientiousness were useful indicators for evaluating resilience and predicting future dementia onset in late preclinical ADAD.
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Affiliation(s)
- Hye Joo Son
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jae Seung Kim
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Randall J Bateman
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Seonok Kim
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jorge J Llibre-Guerra
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Gregory S Day
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jasmeer P Chhatwal
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Sarah B Berman
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Peter R Schofield
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Mathias Jucker
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Johannes Levin
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jae-Hong Lee
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Richard J Perrin
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - John C Morris
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Carlos Cruchaga
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jason Hassenstab
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Stephen P Salloway
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Jai-Hyuen Lee
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
| | - Alisha Daniels
- From the Department of Nuclear Medicine (H.J.S., Jai-Hyuen Lee), Dankook University College of Medicine, Cheonan, Chung Nam; Department of Nuclear Medicine (J.S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (R.J.B., J.J.L.-G., J.C.M., A.D.), Washington University School of Medicine, St. Louis, MO; Department of Clinical Epidemiology and Biostatistics (S.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, South Korea; Department of Neurology (G.S.D.), Mayo Clinic College of Medicine and Science, Jacksonville, FL; Department of Neurology (J.P.C.), Massachusetts General Hospital, Harvard Medical School, Boston; Department of Neurology (S.B.B.), University of Pittsburgh School of Medicine, PA; Neuroscience Research Australia (P.R.S.); School of Medical Sciences (P.R.S.), University of New South Wales, Sydney, Australia; Department of Cellular Neurology (M.J.), Hertie Institute for Clinical Brain Research, University of Tübingen; German Center for Neurodegenerative Diseases (M.J.), Tübingen; Department of Neurology (J.L.), Ludwig-Maximilians-Universität München; German Center for Neurodegenerative Diseases (J.L.), Munich; Munich Cluster for Systems Neurology (SyNergy) (J.L.), Germany; Department of Neurology (Jae-Hong Lee), University of Ulsan College of Medicine, Asan Medical Center, Seoul, South Korea; Department of Pathology and Immunology (R.J.P.), Knight Alzheimer's Disease Research Center (R.J.P., J.H.), and Department of Neurology (R.J.P., J.H.), Washington University in St. Louis; Department of Psychiatry (C.C.), Washington University School of Medicine; Department of Psychological and Brain Sciences (J.H.), Washington University, St. Louis, MO; and Department of Neurology (S.P.S.), The Warren Alpert Medical School of Brown University, Butler Hospital, Providence, RI
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5
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Daniels AJ, McDade E, Llibre-Guerra JJ, Xiong C, Perrin RJ, Ibanez L, Supnet-Bell C, Cruchaga C, Goate A, Renton AE, Benzinger TL, Gordon BA, Hassenstab J, Karch C, Popp B, Levey A, Morris J, Buckles V, Allegri RF, Chrem P, Berman SB, Chhatwal JP, Farlow MR, Fox NC, Day GS, Ikeuchi T, Jucker M, Lee JH, Levin J, Lopera F, Takada L, Sosa AL, Martins R, Mori H, Noble JM, Salloway S, Huey E, Rosa-Neto P, Sánchez-Valle R, Schofield PR, Roh JH, Bateman RJ. 15 Years of Longitudinal Genetic, Clinical, Cognitive, Imaging, and Biochemical Measures in DIAN. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.08.08.24311689. [PMID: 39148846 PMCID: PMC11326320 DOI: 10.1101/2024.08.08.24311689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 08/17/2024]
Abstract
This manuscript describes and summarizes the Dominantly Inherited Alzheimer Network Observational Study (DIAN Obs), highlighting the wealth of longitudinal data, samples, and results from this human cohort study of brain aging and a rare monogenic form of Alzheimer's disease (AD). DIAN Obs is an international collaborative longitudinal study initiated in 2008 with support from the National Institute on Aging (NIA), designed to obtain comprehensive and uniform data on brain biology and function in individuals at risk for autosomal dominant AD (ADAD). ADAD gene mutations in the amyloid protein precursor (APP), presenilin 1 (PSEN1), or presenilin 2 (PSEN2) genes are deterministic causes of ADAD, with virtually full penetrance, and a predictable age at symptomatic onset. Data and specimens collected are derived from full clinical assessments, including neurologic and physical examinations, extensive cognitive batteries, structural and functional neuro-imaging, amyloid and tau pathological measures using positron emission tomography (PET), flurordeoxyglucose (FDG) PET, cerebrospinal fluid and blood collection (plasma, serum, and whole blood), extensive genetic and multi-omic analyses, and brain donation upon death. This comprehensive evaluation of the human nervous system is performed longitudinally in both mutation carriers and family non-carriers, providing one of the deepest and broadest evaluations of the human brain across decades and through AD progression. These extensive data sets and samples are available for researchers to address scientific questions on the human brain, aging, and AD.
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Affiliation(s)
- Alisha J. Daniels
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Eric McDade
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | | | - Chengjie Xiong
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Richard J. Perrin
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Laura Ibanez
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | | | - Carlos Cruchaga
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Alison Goate
- Icahn School of Medicine at Mount Sinai, New York, NY USA
| | - Alan E. Renton
- Icahn School of Medicine at Mount Sinai, New York, NY USA
| | | | - Brian A. Gordon
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Jason Hassenstab
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Celeste Karch
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Brent Popp
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Allan Levey
- Goizueta Alzheimer’s Disease Research Center, Emory University, Atlanta, GA, USA
| | - John Morris
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | - Virginia Buckles
- Washington University School of Medicine, St Louis, St Louis, MO, USA
| | | | - Patricio Chrem
- Institute of Neurological Research FLENI, Buenos Aires, Argentina
| | | | - Jasmeer P. Chhatwal
- Massachusetts General and Brigham & Women’s Hospitals, Harvard Medical School, Boston MA, USA
| | | | - Nick C. Fox
- UK Dementia Research Institute at University College London, London, United Kingdom
- University College London, London, United Kingdom
| | | | - Takeshi Ikeuchi
- Brain Research Institute, Niigata University, Niigata, Japan
| | - Mathias Jucker
- Hertie Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
- DZNE, German Center for Neurodegenerative Diseases, Tübingen, Germany
| | | | - Johannes Levin
- DZNE, German Center for Neurodegenerative Diseases, Munich, Germany
- Ludwig-Maximilians-Universität München, Munich, Germany
| | | | | | - Ana Luisa Sosa
- Instituto Nacional de Neurologia y Neurocirugla Innn, Mexico City, Mexico
| | - Ralph Martins
- Edith Cowan University, Western Australia, Australia
| | | | - James M. Noble
- Taub Institute for Research on Alzheimer’s Disease and the Aging Brain, Department of Neurology, and GH Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | | | - Edward Huey
- Brown University, Butler Hospital, Providence, RI, USA
| | - Pedro Rosa-Neto
- Centre de Recherche de L’hopital Douglas and McGill University, Montreal, Quebec
| | - Raquel Sánchez-Valle
- Hospital Clínic de Barcelona. IDIBAPS. University of Barcelona, Barcelona, Spain
| | - Peter R. Schofield
- Neuroscience Research Australia, Sydney, NSW, Australia
- School of Biomedical Sciences, University of New South Wales, Sydney, NSW, Australia
| | - Jee Hoon Roh
- Korea University, Korea University Anam Hospital, Seoul, South Korea
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6
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Seto M, Hohman TJ, Mormino EC, Papp KV, Amariglio RE, Rentz DM, Johnson KA, Schultz AP, Sperling RA, Buckley RF, Yang HS. Parental History of Memory Impairment and β-Amyloid in Cognitively Unimpaired Older Adults. JAMA Neurol 2024; 81:798-804. [PMID: 38884955 PMCID: PMC11184498 DOI: 10.1001/jamaneurol.2024.1763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2024] [Accepted: 04/19/2024] [Indexed: 06/18/2024]
Abstract
Importance Studies have suggested that maternal history of late-onset Alzheimer disease, but not paternal, predisposes individuals to higher brain β-amyloid (Aβ) burden, reduced brain metabolism, and lower gray matter volumes. Objective To characterize maternal vs paternal history of memory impairment in terms of brain Aβ-positron emission tomography (Aβ-PET) and baseline cognition among a large sample of cognitively unimpaired older adults. Design, Setting, and Participants This cross-sectional study leveraged data from 4413 individuals who were screened for the Anti-Amyloid Treatment in Asymptomatic Alzheimer (A4) study, a randomized clinical trial conducted across 67 sites in the US, Australia, Canada, and Japan aimed at Alzheimer disease prevention. Data were collected between April 2014 and December 2017 and analyzed from December 2022 to June 2023. Participants were cognitively unimpaired adults (Clinical Dementia Rating = 0 and/or Mini-Mental State Examination score ≥25) between the ages of 65 and 85 years who underwent PET imaging to assess cortical Aβ levels for trial eligibility. A total of 4492 participants were screened, and 79 missing data were excluded. Main Outcomes and Measures Demographic characteristics (eg, age, sex, education), apolipoprotein E genotyping, participant-reported parental history of memory impairment and parental age at symptom onset were collected as variables. Parental history was assessed in terms of continuous neocortical 18F-florbetapir Aβ-PET and the Preclinical Alzheimer Cognitive Composite. Results Of 4413 individuals (mean [SD] age, 71.27 [4.66] years, 2617 women [59.3%]), mean Aβ-PET was elevated in individuals with history of memory impairment in both parents (n = 455; mean [SD] standardized uptake value ratio [SUVR] = 1.12 [0.19]; Wilcoxon P = 1.1 × 10-5) and in those with only maternal history (n = 1772; mean [SD] SUVR = 1.10 [0.19]; Wilcoxon P = 2.70 × 10-5) compared with those with only paternal history (n = 632; mean [SD] SUVR = 1.08 [0.18]; Wilcoxon P = 1.1 × 10-5) or no family history (n = 1554; mean [SD] SUVR = 1.08 [0.19]; Wilcoxon P = 1.1 × 10-5). Paternal history of early-onset memory impairment (age <65 years) but not late-onset (age ≥65 years) was associated with elevated participant Aβ-PET (mean [SD] SUVR = 1.19 [0.21]; P = 3.00 × 10-6) in comparison with no paternal history (mean [SD] SUVR = 1.09 [0.19]) whereas maternal history was associated with elevated Aβ in both early-onset and late-onset groups. There was no association with cognition. Conclusions and Relevance In this study, maternal history (at any age) and paternal history of early-onset memory impairment were associated with Aβ burden among asymptomatic older individuals. Sex-specific parental history may help inform clinicians on likelihood of Aβ burden in offspring and help identify high-risk individuals at the earliest stages of disease for prevention.
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Affiliation(s)
- Mabel Seto
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
- Vanderbilt Memory and Alzheimer’s Center, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Timothy J. Hohman
- Vanderbilt Memory and Alzheimer’s Center, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Elizabeth C. Mormino
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, California
| | - Kathryn V. Papp
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Rebecca E. Amariglio
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Dorene M. Rentz
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Keith A. Johnson
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
- Department of Radiology, Massachusetts General Hospital, Boston
| | - Aaron P. Schultz
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown
| | - Reisa A. Sperling
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Rachel F. Buckley
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Hyun-Sik Yang
- Harvard Aging Brain Study, Department of Neurology, Massachusetts General Hospital, Boston
- Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women’s Hospital, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
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7
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Ourry V, Binette AP, St-Onge F, Strikwerda-Brown C, Chagnot A, Poirier J, Breitner J, Arenaza-Urquijo EM, Rabin JS, Buckley R, Gonneaud J, Marchant NL, Villeneuve S. How Do Modifiable Risk Factors Affect Alzheimer's Disease Pathology or Mitigate Its Effect on Clinical Symptom Expression? Biol Psychiatry 2024; 95:1006-1019. [PMID: 37689129 DOI: 10.1016/j.biopsych.2023.09.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 08/11/2023] [Accepted: 09/03/2023] [Indexed: 09/11/2023]
Abstract
Epidemiological studies show that modifiable risk factors account for approximately 40% of the population variability in risk of developing dementia, including sporadic Alzheimer's disease (AD). Recent findings suggest that these factors may also modify disease trajectories of people with autosomal-dominant AD. With positron emission tomography imaging, it is now possible to study the disease many years before its clinical onset. Such studies can provide key knowledge regarding pathways for either the prevention of pathology or the postponement of its clinical expression. The former "resistance pathway" suggests that modifiable risk factors could affect amyloid and tau burden decades before the appearance of cognitive impairment. Alternatively, the resilience pathway suggests that modifiable risk factors may mitigate the symptomatic expression of AD pathology on cognition. These pathways are not mutually exclusive and may appear at different disease stages. Here, in a narrative review, we present neuroimaging evidence that supports both pathways in sporadic AD and autosomal-dominant AD. We then propose mechanisms for their protective effect. Among possible mechanisms, we examine neural and vascular mechanisms for the resistance pathway. We also describe brain maintenance and functional compensation as bases for the resilience pathway. Improved mechanistic understanding of both pathways may suggest new interventions.
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Affiliation(s)
- Valentin Ourry
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada.
| | - Alexa Pichet Binette
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada; Clinical Memory Research Unit, Department of Clinical Sciences, Lunds Universitet, Malmö, Sweden
| | - Frédéric St-Onge
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada; Integrated Program in Neuroscience, Faculty of Medicine, McGill University, Montreal, Quebec, Canada
| | - Cherie Strikwerda-Brown
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada; School of Psychological Science, The University of Western Australia, Perth, Western Australia, Australia
| | - Audrey Chagnot
- UK Dementia Research Institute, Edinburgh Medical School, University of Edinburgh, Edinburgh, United Kingdom; Centre for Clinical Brain Sciences, University of Edinburgh, Edinburgh, United Kingdom
| | - Judes Poirier
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - John Breitner
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - Eider M Arenaza-Urquijo
- Environment and Health over the Lifecourse Programme, Barcelona Institute for Global Health (ISGlobal), Barcelona, Spain; Department of Radiology, Mayo Clinic, Rochester, Minnesota
| | - Jennifer S Rabin
- Division of Neurology, Department of Medicine, Sunnybrook Health Sciences Centre, University of Toronto, Toronto, Ontario, Canada; Harquail Centre for Neuromodulation, Hurvitz Brain Sciences Program, Sunnybrook Research Institute, University of Toronto, Toronto, Ontario, Canada; Rehabilitation Sciences Institute, University of Toronto, Toronto, Ontario, Canada
| | - Rachel Buckley
- Melbourne School of Psychological Sciences University of Melbourne, Parkville, Victoria, Australia; Department of Neurology, Massachusetts General Hospital, Boston, Massachusetts; Harvard Medical School, Boston, Massachusetts; Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, Massachusetts
| | - Julie Gonneaud
- Normandie University, UNICAEN, INSERM, U1237, PhIND "Physiopathology and Imaging of Neurological Disorders," Institut Blood and Brain @ Caen-Normandie, GIP Cyceron, Caen, France
| | - Natalie L Marchant
- Division of Psychiatry, University College London, London, United Kingdom
| | - Sylvia Villeneuve
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada; McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.
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8
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Bransby L, Yassi N, Rosenich E, Buckley R, Li QX, Maruff P, Pase M, Lim YY. Associations between multidomain modifiable dementia risk factors with AD biomarkers and cognition in middle-aged and older adults. Neurobiol Aging 2024; 138:63-71. [PMID: 38537555 DOI: 10.1016/j.neurobiolaging.2024.02.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 02/26/2024] [Accepted: 02/28/2024] [Indexed: 04/09/2024]
Abstract
This study aimed to determine associations between modifiable dementia risk factors (MDRF), across domains mood symptomatology, lifestyle behaviors, cardiovascular conditions, cognitive/social engagement, sleep disorders/symptomatology, with cognition, beta-amyloid (Aβ) and tau, and brain volume. Middle-aged/older adults (n=82) enrolled in a sub-study of the Healthy Brain Project completed self-report questionnaires and a neuropsychological battery. Cerebrospinal fluid levels of Aβ 1-42, total tau (t-tau), and phosphorylated tau (p-tau181) (Roche Elecsys), and MRI markers of hippocampal volume and total brain volume were obtained. Participants were classified as no/single domain risk (≤1 domains) or multidomain risk (≥2 domains). Compared to the no/single domain risk group, the multidomain risk group performed worse on the Preclinical Alzheimer's Cognitive Composite (d=0.63, p=.005), and Executive Function (d=0.50, p=.016), and had increased p-tau181 (d=0.47, p=.042) and t-tau (d=0.54, p=.021). In middle-aged/older adults, multidomain MDRFs were related to increases in tau and worse cognition, but not Aβ or brain volume. Findings suggest that increases in AD biomarkers are apparent in midlife, particularly for individuals with greater burden, or variety of MDRFs.
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Affiliation(s)
- Lisa Bransby
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Victoria, Australia
| | - Nawaf Yassi
- Department of Medicine and Neurology, Melbourne Brain Centre at the Royal Melbourne Hospital, University of Melbourne, Parkville, Victoria, Australia; Population Health and Immunity Division, The Walter and Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia
| | - Emily Rosenich
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Victoria, Australia
| | - Rachel Buckley
- Melbourne School of Psychological Sciences, University of Melbourne, Parkville, Victoria, Australia; Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA; Center for Alzheimer Research and Treatment, Department of Neurology, Brigham and Women's Hospital, Boston, MA, USA
| | - Qiao-Xin Li
- Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia
| | - Paul Maruff
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Victoria, Australia; Florey Institute of Neuroscience and Mental Health, Parkville, Victoria, Australia; Cogstate Ltd., Melbourne, Victoria, Australia
| | - Matthew Pase
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Victoria, Australia; Harvard T.H. Chan School of Public Health, Boston, MA, USA
| | - Yen Ying Lim
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Clayton, Victoria, Australia.
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9
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Nepomuceno M, Monllor P, Cardells MJ, Ftara A, Magallon M, Dasí F, Badia MC, Viña J, Lloret A. Redox-associated changes in healthy individuals at risk of Alzheimer's disease. A ten-year follow-up study. Free Radic Biol Med 2024; 215:56-63. [PMID: 38417685 DOI: 10.1016/j.freeradbiomed.2024.02.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Revised: 02/16/2024] [Accepted: 02/26/2024] [Indexed: 03/01/2024]
Abstract
Carrying an allele 4 of the apolipoprotein E (ApoE) is the best-established genetic risk factor to develop Alzheimer's disease (AD). Fifty percent of ApoE4/4 individuals develop the disease at 70 years of age. ApoE3/4 carriers have a lower risk of developing the disease, still 50% of them suffer AD at around 80 years. In a previous study we showed that healthy young individuals, who had a parent with AD and were carriers of at least one ApoE4 allele displayed reductive stress. This was evidenced as a decrease in oxidative markers, such as oxidized glutathione, p-p38, and NADP+/NADPH ratio, and an increase of antioxidant enzymes, such as glutathione peroxidase (Gpx1) and both the catalytic and regulatory subunits of glutamyl-cysteinyl (GCLM and GCLC). Moreover, we found an increase in stress-related proteins involved in tau physiopathology. Now, 10 years later, we have conducted a follow-up study measuring the same parameters in the same cohort. Our results show that reductive stress has reversed, as we could now observe an increase in lipid peroxidation and in the oxidation of glutathione along with a decrease in the expression of Gpx1 and SOD1 antioxidant enzymes in ApoE4 carriers. Furthermore, we found an increase in plasma levels of IL1β levels and in PKR (eukaryotic translation initiation factor 2 alpha kinase 2) gene expression in isolated lymphocytes. Altogether, our results suggest that, in the continuum of Alzheimer's disease, people at risk of developing the disease go through different redox phases, from stablished reductive stress to oxidative stress.
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Affiliation(s)
- Mariana Nepomuceno
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain
| | - Paloma Monllor
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain; Internal Medicine Department, University Hospital of La Plana, Vila-Real, Spain
| | - Maria Jose Cardells
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain
| | - Artemis Ftara
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain
| | - Maria Magallon
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain
| | - Francisco Dasí
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain
| | | | - Jose Viña
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain.
| | - Ana Lloret
- Department of Physiology, Faculty of Medicine, CIBERFES, Fundación Investigación Hospital Clínico Universitario/INCLIVA, University of Valencia, Valencia, Spain.
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10
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Al-Kuraishy HM, Jabir MS, Albuhadily AK, Al-Gareeb AI, Jawad SF, Swelum AA, Hadi NR. Role of ketogenic diet in neurodegenerative diseases focusing on Alzheimer diseases: The guardian angle. Ageing Res Rev 2024; 95:102233. [PMID: 38360180 DOI: 10.1016/j.arr.2024.102233] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Revised: 02/11/2024] [Accepted: 02/12/2024] [Indexed: 02/17/2024]
Abstract
The ketogenic diet (KD) is a low-carbohydrate, adequate protein and high-fat diet. KD is primarily used to treat refractory epilepsy. KD was shown to be effective in treating different neurodegenerative diseases. Alzheimer disease (AD) is the first common neurodegenerative disease in the world characterized by memory and cognitive impairment. However, the underlying mechanism of KD in controlling of AD and other neurodegenerative diseases are not discussed widely. Therefore, this review aims to revise the fundamental mechanism of KD in different neurodegenerative diseases focusing on the AD. KD induces a fasting-like which modulates the central and peripheral metabolism by regulating mitochondrial dysfunction, oxidative stress, inflammation, gut-flora, and autophagy in different neurodegenerative diseases. Different studies highlighted that KD improves AD neuropathology by regulating synaptic neurotransmission and inhibiting of neuroinflammation and oxidative stress. In conclusion, KD improves cognitive function and attenuates the progression of AD neuropathology by reducing oxidative stress, mitochondrial dysfunction, and enhancing neuronal autophagy and brain BDNF.
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Affiliation(s)
- Hayder M Al-Kuraishy
- Department of Clinical Pharmacology and Medicine, College of Medicine, Mustansiriyah University, Baghdad, Iraq.
| | - Majid S Jabir
- Department of Applied Science, University of Technology Iraq.
| | - Ali K Albuhadily
- Department of Clinical Pharmacology and Medicine, College of Medicine, Mustansiriyah University, Baghdad, Iraq.
| | - Ali I Al-Gareeb
- Department of Clinical Pharmacology and Medicine, College of Medicine, Mustansiriyah University, Baghdad, Iraq; Jabir Ibn Hayyan Medical University, Al-Ameer Qu./Najaf-iraq, PO.Box13, Kufa, Iraq.
| | - Sabrean F Jawad
- Department of Pharmacy, Al-Mustaqbal University College, Hillah, Babylon, 51001, Iraq.
| | - Ayman A Swelum
- Department of Animal Production, King Saud University, Riyadh, Saudi Arabia.
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11
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Aravena JM, Lee J, Schwartz AE, Nyhan K, Wang SY, Levy BR. Beneficial Effect of Societal Factors on APOE-ε2 and ε4 Carriers' Brain Health: A Systematic Review. J Gerontol A Biol Sci Med Sci 2024; 79:glad237. [PMID: 37792627 PMCID: PMC10803122 DOI: 10.1093/gerona/glad237] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2023] [Indexed: 10/06/2023] Open
Abstract
BACKGROUND Apolipoprotein-E (APOE) ε4 and ε2 are the most prevalent risk-increasing and risk-reducing genetic predictors of Alzheimer's disease, respectively. However, the extent to which societal factors can reduce the harmful impact of APOE-ε4 and enhance the beneficial impact of APOE-ε2 on brain health has not yet been examined systematically. METHODS To fill this gap, we conducted a systematic review searching for studies in MEDLINE, Embase, PsycINFO, and Scopus until June 2023, that included: (a) 1 of 5 social determinants of health (SDH) identified by Healthy People 2030, (b) APOE-ε2 or APOE-ε4 allele carriers, (c) cognitive or brain-biomarker outcomes, and (d) studies with an analysis of how APOE-ε2 and/ or APOE-ε4 carriers differ on outcomes when exposed to SDH. RESULTS From 14 076 articles retrieved, 124 met the inclusion criteria. In most of the studies, exposure to favorable SDH reduced APOE-ε4's detrimental effect and enhanced APOE-ε2's beneficial effect on cognitive and brain-biomarker outcomes (cognition: 70.5%, n: 74/105; brain-biomarkers: 71.4%, n: 20/28). A similar pattern of results emerged in each of the 5 Healthy People 2030 SDH categories, where finishing high school, having resources to satisfy basic needs, less air pollution, less negative external stimuli that can generate stress (eg, negative age stereotypes), and exposure to multiple favorable SDH were associated with better cognitive and brain health among APOE-ε4 and APOE-ε2 carriers. CONCLUSIONS Societal factors can reduce the harmful impact of APOE-ε4 and enhance the beneficial impact of APOE-ε2 on cognitive outcomes. This suggests that plans to reduce dementia should include community-level policies promoting favorable SDH.
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Affiliation(s)
- José M Aravena
- Department of Social & Behavioral Sciences, School of Public Health, Yale University, New Haven, Connecticut, USA
| | - Jakyung Lee
- Institute for Community Care and Health Equity, Chung-Ang University, Seoul, Republic of South Korea
| | - Anna E Schwartz
- Department of Social & Behavioral Sciences, School of Public Health, Yale University, New Haven, Connecticut, USA
| | - Kate Nyhan
- Cushing/Whitney Medical Library, Department of Environmental Health Sciences, School of Public Health, Yale University, New Haven, Connecticut, USA
| | - Shi-Yi Wang
- Department of Chronic Disease Epidemiology, School of Public Health, Yale University, New Haven, Connecticut, USA
| | - Becca R Levy
- Department of Social & Behavioral Sciences, School of Public Health, Yale University, New Haven, Connecticut, USA
- Department of Psychology, Yale University, New Haven, Connecticut, USA
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12
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Mourtzi N, Charisis S, Tsapanou A, Ntanasi E, Hatzimanolis A, Ramirez A, Heilmann-Heimbach S, Grenier-Boley B, Lambert JC, Yannakoulia M, Kosmidis M, Dardiotis E, Hadjigeorgiou G, Sakka P, Georgakis M, Yaakov S, Scarmeas N. Genetic propensity for cerebral amyloidosis and risk of mild cognitive impairment and Alzheimer's disease within a cognitive reserve framework. Alzheimers Dement 2023; 19:3794-3805. [PMID: 36895094 DOI: 10.1002/alz.12980] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2022] [Revised: 12/29/2022] [Accepted: 01/16/2023] [Indexed: 03/11/2023]
Abstract
INTRODUCTION We constructed a polygenic risk score (PRS) for β-amyloid (PRSAβ42) to proxy AD pathology and investigated its association with incident Alzheimer's disease (AD)/amnestic mild cognitive impairment (aMCI) and the influence of cognitive reserve (CR), proxied by educational years, on the relationship between PRSAβ42 and AD/aMCI risk. METHODS A total of 618 cognitive-normal participants were followed-up for 2.92 years. The association of PRSAβ42 and CR with AD/aMCI incidence was examined with COX models. Then we examined the additive interaction between PRSAβ42 and CR and the CR effect across participants with different PRSAβ42 levels. RESULTS Higher PRSAβ42 and CR were associated with a 33.9% higher risk and 8.3% less risk for AD/aMCI, respectively. An additive interaction between PRSAβ42 and CR was observed. High CR was associated with 62.6% less risk of AD/aMCI incidence only in the high-PRSAβ42 group. DISCUSSION A super-additive effect of PRSAβ42 and CR on AD/aMCI risk was observed. CR influence was evident in participants with high PRSAβ42.
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Affiliation(s)
- Niki Mourtzi
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
| | - Sokratis Charisis
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
- Department of Neurology, University of Texas Health Science Center at San Antonio, San Antonio, Texas, USA
| | - Angeliki Tsapanou
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
- Department of Neurology, The Gertrude H. Sergievsky Center, Taub Institute for Research in Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
| | - Eva Ntanasi
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Alexandros Hatzimanolis
- Department of Psychiatry, National and Kapodistrian University of Athens Medical School, Eginition Hospital, Athens, Greece
| | - Alfredo Ramirez
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Medical Faculty, University of Cologne, Cologne, Germany
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE Bonn), Bonn, Germany
- Department of Psychiatry, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, Texas, USA
- Excellence Cluster on Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn, Bonn, Germany
| | - Benjamin Grenier-Boley
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE facteurs de risque et déterminants moléculaires des maladies liés au vieillissement, Lille, France
| | - Jean-Charles Lambert
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE facteurs de risque et déterminants moléculaires des maladies liés au vieillissement, Lille, France
| | - Mary Yannakoulia
- Department of Nutrition and Dietetics, Harokopio University, Athens, Greece
| | - Mary Kosmidis
- Lab of Cognitive Neuroscience, School of Psychology, Aristotle University of Thessaloniki, Thessaloniki, Greece
| | - Efthimios Dardiotis
- Department of Neurology, University Hospital of Larissa, Faculty of Medicine, School of Health Sciences, University of Thessaly, Larissa, Greece
| | | | - Paraskevi Sakka
- Athens Association of Alzheimer's Disease and Related Disorders, Marousi, Greece
| | - Marios Georgakis
- Center for Genomic Medicine, Massachusetts General Hospital, Boston, Massachusetts, USA
- Program in Medical and Population Genetics, Broad Institute of Harvard and the Massachusetts Institute of Technology, Boston, Massachusetts, USA
- Institute for Stroke and Dementia Research (ISD), University Hospital, Ludwig-Maximilians-University (LMU) Munich, Munich, Germany
| | - Stern Yaakov
- Department of Neurology, The Gertrude H. Sergievsky Center, Taub Institute for Research in Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
| | - Nikolaos Scarmeas
- 1st Department of Neurology, Aiginition Hospital, National and Kapodistrian University of Athens Medical School, Athens, Greece
- Department of Neurology, The Gertrude H. Sergievsky Center, Taub Institute for Research in Alzheimer's Disease and the Aging Brain, Columbia University, New York, New York, USA
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Langella S, Barksdale NG, Vasquez D, Aguillon D, Chen Y, Su Y, Acosta-Baena N, Acosta-Uribe J, Baena AY, Garcia-Ospina G, Giraldo-Chica M, Tirado V, Muñoz C, Ríos-Romenets S, Guzman-Martínez C, Oliveira G, Yang HS, Vila-Castelar C, Pruzin JJ, Ghisays V, Arboleda-Velasquez JF, Kosik KS, Reiman EM, Lopera F, Quiroz YT. Effect of apolipoprotein genotype and educational attainment on cognitive function in autosomal dominant Alzheimer's disease. Nat Commun 2023; 14:5120. [PMID: 37612284 PMCID: PMC10447560 DOI: 10.1038/s41467-023-40775-z] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 08/09/2023] [Indexed: 08/25/2023] Open
Abstract
Autosomal dominant Alzheimer's disease (ADAD) is genetically determined, but variability in age of symptom onset suggests additional factors may influence cognitive trajectories. Although apolipoprotein E (APOE) genotype and educational attainment both influence dementia onset in sporadic AD, evidence for these effects in ADAD is limited. To investigate the effects of APOE and educational attainment on age-related cognitive trajectories in ADAD, we analyzed data from 675 Presenilin-1 E280A mutation carriers and 594 non-carriers. Here we show that age-related cognitive decline is accelerated in ADAD mutation carriers who also have an APOE e4 allele compared to those who do not and delayed in mutation carriers who also have an APOE e2 allele compared to those who do not. Educational attainment is protective and moderates the effect of APOE on cognition. Despite ADAD mutation carriers being genetically determined to develop dementia, age-related cognitive decline may be influenced by other genetic and environmental factors.
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Affiliation(s)
| | - N Gil Barksdale
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Daniel Vasquez
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - David Aguillon
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | | | - Yi Su
- Banner Alzheimer's Institute, Phoenix, AZ, USA
| | - Natalia Acosta-Baena
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Juliana Acosta-Uribe
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
- Neuroscience Research Institute and Department of Molecular, Cellular and Developmental Biology, University of California Santa Barbara, Santa Barbara, CA, USA
| | - Ana Y Baena
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Gloria Garcia-Ospina
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Margarita Giraldo-Chica
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Victoria Tirado
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Claudia Muñoz
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Silvia Ríos-Romenets
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Claudia Guzman-Martínez
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Gabriel Oliveira
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hyun-Sik Yang
- Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | | | | | | | - Kenneth S Kosik
- Neuroscience Research Institute and Department of Molecular, Cellular and Developmental Biology, University of California Santa Barbara, Santa Barbara, CA, USA
| | | | - Francisco Lopera
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia
| | - Yakeel T Quiroz
- Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA.
- Grupo de Neurociencias de Antioquia, Facultad de Medicina, Universidad de Antioquia, Medellin, Colombia.
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14
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Levitis E, Vogel JW, Funck T, Hachinski V, Gauthier S, Vöglein J, Levin J, Gordon BA, Benzinger T, Iturria-Medina Y, Evans AC. Differentiating amyloid beta spread in autosomal dominant and sporadic Alzheimer's disease. Brain Commun 2022; 4:fcac085. [PMID: 35602652 PMCID: PMC9116976 DOI: 10.1093/braincomms/fcac085] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 12/05/2021] [Accepted: 04/08/2022] [Indexed: 11/12/2022] Open
Abstract
Amyloid-beta deposition is one of the hallmark pathologies in both sporadic Alzheimer's disease and autosomal-dominant Alzheimer's disease, the latter of which is caused by mutations in genes involved in amyloid-beta processing. Despite amyloid-beta deposition being a centrepiece to both sporadic Alzheimer's disease and autosomal-dominant Alzheimer's disease, some differences between these Alzheimer's disease subtypes have been observed with respect to the spatial pattern of amyloid-beta. Previous work has shown that the spatial pattern of amyloid-beta in individuals spanning the sporadic Alzheimer's disease spectrum can be reproduced with high accuracy using an epidemic spreading model which simulates the diffusion of amyloid-beta across neuronal connections and is constrained by individual rates of amyloid-beta production and clearance. However, it has not been investigated whether amyloid-beta deposition in the rarer autosomal-dominant Alzheimer's disease can be modelled in the same way, and if so, how congruent the spreading patterns of amyloid-beta across sporadic Alzheimer's disease and autosomal-dominant Alzheimer's disease are. We leverage the epidemic spreading model as a data-driven approach to probe individual-level variation in the spreading patterns of amyloid-beta across three different large-scale imaging datasets (2 sporadic Alzheimer's disease, 1 autosomal-dominant Alzheimer's disease). We applied the epidemic spreading model separately to the Alzheimer's Disease Neuroimaging initiative (n = 737), the Open Access Series of Imaging Studies (n = 510) and the Dominantly Inherited Alzheimer's Network (n = 249), the latter two of which were processed using an identical pipeline. We assessed inter- and intra-individual model performance in each dataset separately and further identified the most likely subject-specific epicentre of amyloid-beta spread. Using epicentres defined in previous work in sporadic Alzheimer's disease, the epidemic spreading model provided moderate prediction of the regional pattern of amyloid-beta deposition across all three datasets. We further find that, whilst the most likely epicentre for most amyloid-beta-positive subjects overlaps with the default mode network, 13% of autosomal-dominant Alzheimer's disease individuals were best characterized by a striatal origin of amyloid-beta spread. These subjects were also distinguished by being younger than autosomal-dominant Alzheimer's disease subjects with a default mode network amyloid-beta origin, despite having a similar estimated age of symptom onset. Together, our results suggest that most autosomal-dominant Alzheimer's disease patients express amyloid-beta spreading patterns similar to those of sporadic Alzheimer's disease, but that there may be a subset of autosomal-dominant Alzheimer's disease patients with a separate, striatal phenotype.
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Affiliation(s)
- Elizabeth Levitis
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada,Correspondence to: Elizabeth Levitis Magnuson Clinical Center Room 4N244, MSC 1367 Bethesda, MD 20814, USA E-mail:
| | - Jacob W Vogel
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Thomas Funck
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | | | - Serge Gauthier
- McGill Centre for Studies in Aging, McGill University, Montreal, QC, Canada
| | - Jonathan Vöglein
- German Center for Neurodegenerative Diseases, Munich, Germany,Department of Neurology, Ludwig-Maximilians-Universität München, Munich, Germany,Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | - Johannes Levin
- German Center for Neurodegenerative Diseases, Munich, Germany
| | - Brian A Gordon
- Department of Radiology, Washington University School of Medicine in Saint Louis, St Louis, Missouri, USA
| | - Tammie Benzinger
- Department of Radiology, Washington University School of Medicine in Saint Louis, St Louis, Missouri, USA
| | - Yasser Iturria-Medina
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada,Correspondence may also be addressed to: Alan C. Evans Montreal Neurological Institute Montreal, H3A 2B4, Quebec Canada E-mail:
| | - Alan C Evans
- Montreal Neurological Institute, McGill University, Montreal, QC, Canada
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15
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Almkvist O, Graff C. The APOE ε4 Allele Affects Cognitive Functions Differently in Carriers of APP Mutations Compared to Carriers of PSEN1 Mutations in Autosomal-Dominant Alzheimer's Disease. Genes (Basel) 2021; 12:genes12121954. [PMID: 34946903 PMCID: PMC8701239 DOI: 10.3390/genes12121954] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 11/26/2021] [Accepted: 12/03/2021] [Indexed: 11/21/2022] Open
Abstract
Mounting evidence shows that the APOE ε4 allele interferes with cognition in sporadic Alzheimer’s disease. Less is known about APOE in autosomal-dominant Alzheimer’s disease (adAD). The present study explored the effects on cognition associated with the gene–gene interactions between the APOE gene and the APP and PSEN1 genes in adAD. This study includes mutation carriers (MC) and non-carriers (NC) from adAD families with mutations in APP (n = 28 and n = 25; MC and NC, respectively) and PSEN1 (n = 12 and n = 15; MC and NC, respectively) that represent the complete spectrum of disease: AD dementia (n = 8) and mild cognitive impairment (MCI, n = 15 and presymptomatic AD, n = 17). NC represented unimpaired normal aging. There was no significant difference in the distribution of APOE ε4 (absence vs. presence) between the APP vs. PSEN1 adAD genes and mutation status (MC vs. NC). However, episodic memory was significantly affected by the interaction between APOE and the APP vs. PSEN1 genes in MC. This was explained by favorable performance in the absence of APOE ε4 in PSEN1 compared to APP MC. Similar trends were seen in other cognitive functions. No significant associations between APOE ε4 and cognitive performance were obtained in NC. In conclusion, cognitive effects of APOE–adAD gene interaction were differentiated between the PSEN1 and APP mutation carriers, indicating epistasis.
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Affiliation(s)
- Ove Almkvist
- Division of Clinical Geriatrics, Department of Neurobiology Care Sciences and Society, Karolinska Institutet, SE-14157 Stockholm, Sweden
- Theme Aging, Karolinska University Hospital, SE-14157 Stockholm, Sweden;
- Department of Psychology, Stockholm University, SE-10691 Stockholm, Sweden
- Correspondence: ; Tel.: +46-70-690-9880; Fax: +468-524-868-09
| | - Caroline Graff
- Theme Aging, Karolinska University Hospital, SE-14157 Stockholm, Sweden;
- Division of Neurogeriatrics, Department of Neurobiology Care Sciences and Society, Karolinska Institutet, SE-14157 Stockholm, Sweden
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16
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Gonneaud J, Baria AT, Pichet Binette A, Gordon BA, Chhatwal JP, Cruchaga C, Jucker M, Levin J, Salloway S, Farlow M, Gauthier S, Benzinger TLS, Morris JC, Bateman RJ, Breitner JCS, Poirier J, Vachon-Presseau E, Villeneuve S. Accelerated functional brain aging in pre-clinical familial Alzheimer's disease. Nat Commun 2021; 12:5346. [PMID: 34504080 PMCID: PMC8429427 DOI: 10.1038/s41467-021-25492-9] [Citation(s) in RCA: 57] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Accepted: 08/06/2021] [Indexed: 01/02/2023] Open
Abstract
Resting state functional connectivity (rs-fMRI) is impaired early in persons who subsequently develop Alzheimer's disease (AD) dementia. This impairment may be leveraged to aid investigation of the pre-clinical phase of AD. We developed a model that predicts brain age from resting state (rs)-fMRI data, and assessed whether genetic determinants of AD, as well as beta-amyloid (Aβ) pathology, can accelerate brain aging. Using data from 1340 cognitively unimpaired participants between 18-94 years of age from multiple sites, we showed that topological properties of graphs constructed from rs-fMRI can predict chronological age across the lifespan. Application of our predictive model to the context of pre-clinical AD revealed that the pre-symptomatic phase of autosomal dominant AD includes acceleration of functional brain aging. This association was stronger in individuals having significant Aβ pathology.
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Affiliation(s)
- Julie Gonneaud
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada.
- McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
| | - Alex T Baria
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
| | - Alexa Pichet Binette
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
- McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, QC, Canada
| | - Brian A Gordon
- Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Jasmeer P Chhatwal
- Brigham and Women's Hospital-Massachusetts General Hospital, Boston, MA, USA
| | - Carlos Cruchaga
- Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Mathias Jucker
- Hertie-Institute for Clinical Brain Research, University of Tübingen, Tübingen, Germany
| | - Johannes Levin
- Ludwig-Maximilians-Universität München, German Center for Neurodegenerative Diseases and Munich Cluster for Systems Neurology (SyNergy), Munich, Germany
| | | | - Martin Farlow
- Department of Neurology, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Serge Gauthier
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
| | - Tammie L S Benzinger
- Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - John C Morris
- Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - Randall J Bateman
- Knight Alzheimer Disease Research Center, Washington University School of Medicine, St. Louis, MO, USA
| | - John C S Breitner
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
| | - Judes Poirier
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada
| | - Etienne Vachon-Presseau
- Department of Anesthesia, Faculty of Medicine, McGill University, Montreal, QC, Canada
- Faculty of Dentistry, McGill University, Montreal, QC, Canada
- Alan Edwards Centre for Research on Pain, McGill University, Montreal, QC, Canada
| | - Sylvia Villeneuve
- Douglas Mental Health University Institute, McGill University, Montreal, QC, Canada.
- McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, QC, Canada.
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17
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Pichet Binette A, Vachon-Presseau É, Morris J, Bateman R, Benzinger T, Collins DL, Poirier J, Breitner JCS, Villeneuve S. Amyloid and Tau Pathology Associations With Personality Traits, Neuropsychiatric Symptoms, and Cognitive Lifestyle in the Preclinical Phases of Sporadic and Autosomal Dominant Alzheimer's Disease. Biol Psychiatry 2021; 89:776-785. [PMID: 32228870 PMCID: PMC7415608 DOI: 10.1016/j.biopsych.2020.01.023] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2019] [Revised: 01/27/2020] [Accepted: 01/27/2020] [Indexed: 01/01/2023]
Abstract
BACKGROUND Major prevention trials for Alzheimer's disease (AD) are now focusing on multidomain lifestyle interventions. However, the exact combination of behavioral factors related to AD pathology remains unclear. In 2 cohorts of cognitively unimpaired individuals at risk of AD, we examined which combinations of personality traits, neuropsychiatric symptoms, and cognitive lifestyle (years of education or lifetime cognitive activity) related to the pathological hallmarks of AD, amyloid-β, and tau deposits. METHODS A total of 115 older adults with a parental or multiple-sibling family history of sporadic AD (PREVENT-AD [PRe-symptomatic EValuation of Experimental or Novel Treatments for AD] cohort) underwent amyloid and tau positron emission tomography and answered several questionnaires related to behavioral attributes. Separately, we studied 117 mutation carriers from the DIAN (Dominant Inherited Alzheimer Network) study group cohort with amyloid positron emission tomography and behavioral data. Using partial least squares analysis, we identified latent variables relating amyloid or tau pathology with combinations of personality traits, neuropsychiatric symptoms, and cognitive lifestyle. RESULTS In PREVENT-AD, lower neuroticism, neuropsychiatric burden, and higher education were associated with less amyloid deposition (p = .014). Lower neuroticism and neuropsychiatric features, along with higher measures of openness and extraversion, were related to less tau deposition (p = .006). In DIAN, lower neuropsychiatric burden and higher education were also associated with less amyloid (p = .005). The combination of these factors accounted for up to 14% of AD pathology. CONCLUSIONS In the preclinical phase of both sporadic and autosomal dominant AD, multiple behavioral features were associated with AD pathology. These results may suggest potential pathways by which multidomain interventions might help delay AD onset or progression.
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Affiliation(s)
- Alexa Pichet Binette
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - Étienne Vachon-Presseau
- Department of Anesthesia, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Faculty of Dentistry, McGill University, Montreal, Quebec, Canada; Alan Edwards Centre for Research on Pain, McGill University, Montreal, Quebec, Canada
| | - John Morris
- Knight Alzheimer's Disease Research Center, Washington University School of Medicine, St. Louis, Missouri; Department of Neurology, Washington University School of Medicine, St. Louis, Missouri
| | - Randall Bateman
- Knight Alzheimer's Disease Research Center, Washington University School of Medicine, St. Louis, Missouri; Department of Neurology, Washington University School of Medicine, St. Louis, Missouri
| | - Tammie Benzinger
- Knight Alzheimer's Disease Research Center, Washington University School of Medicine, St. Louis, Missouri; Department of Radiology, Washington University School of Medicine, St. Louis, Missouri
| | - D Louis Collins
- McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada
| | - Judes Poirier
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - John C S Breitner
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada
| | - Sylvia Villeneuve
- Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, Quebec, Canada; McConnell Brain Imaging Center, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada; Douglas Mental Health University Institute, Montreal, Quebec, Canada.
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